{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../csvs/t4-c2x2-mcts-c=100-steps=100k-b100.csv\r\n",
      "../csvs/t4-c2x2-mcts-c=100-steps=100k-b10.csv\r\n",
      "../csvs/t4-c2x2-mcts-c=100-steps=100k.csv\r\n",
      "../csvs/t4-c2x2-mcts-c=10-steps=100k.csv\r\n",
      "../csvs/t4-c2x2-mcts-c=10-steps=200k.csv\r\n",
      "../csvs/t4-c2x2-mcts-c=10-steps=500k.csv\r\n"
     ]
    }
   ],
   "source": [
    "!ls ../csvs/t4*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check the effect of batched search with constant C and steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat({\n",
    "    'b=1':   pd.read_csv(\"../csvs/t4-c2x2-mcts-c=100-steps=100k.csv\"),\n",
    "    'b=10':  pd.read_csv(\"../csvs/t4-c2x2-mcts-c=100-steps=100k-b10.csv\"),\n",
    "    'b=100': pd.read_csv(\"../csvs/t4-c2x2-mcts-c=100-steps=100k-b100.csv\"),\n",
    "})\n",
    "df.index.set_names(['batch', 'idx'], inplace=True)\n",
    "df.reset_index(level=0, inplace=True)\n",
    "df['speed'] = df.solve_steps/df.duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'is_solved', data=df, hue='batch');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'solve_steps', data=df, hue='batch');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'duration', data=df, hue='batch');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'speed', data=df[df.depth > 5], hue='batch');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'speed', data=df[df.depth > 35], hue='batch');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
